{
 "cells": [
  {
   "cell_type": "code",
   "id": "0bc25e2c-df48-4eac-9d15-feb44f10a3f3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-27T04:30:16.795475Z",
     "start_time": "2024-04-27T04:30:16.057367Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "# 引入pandas库\n",
    "import matplotlib.pyplot as plt\n",
    "# 引入matplotlib.pyplot库\n",
    "import numpy as np\n",
    "# 引入numpy库"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "83dea153-e89e-415c-8f8b-d22467e9d9d6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-27T04:30:24.112936Z",
     "start_time": "2024-04-27T04:30:23.709368Z"
    }
   },
   "source": [
    "# 分析表格sheet1中的数据并可视化为饼状图\n",
    "df = pd.read_excel('全国人口普查数据.xlsx', header=0, sheet_name='Sheet1')\n",
    "# 读取表格中sheet1的数据\n",
    "regions = df.iloc[0, 1:5].tolist()\n",
    "population = df.iloc[1, 1:5].tolist()\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
    "# 计算每个区域所占的百分比\n",
    "total_population = sum(population)\n",
    "percentages = [p / total_population * 100 for p in population]\n",
    "fig, ax = plt.subplots()\n",
    "ax.pie(percentages, labels=regions, autopct=lambda p: '{:.4f}%'.format(p),\n",
    "       startangle=90, explode=(0, 0.4, 0.8, 1.2))\n",
    "# 防止数据堆叠，将每块数据距离中心点的距离进行调整\n",
    "ax.set_title('2020人口普查全国总人口', fontsize=16)\n",
    "ax.axis('equal')\n",
    "# 保证输出为圆形\n",
    "ax.legend(loc='upper right', bbox_to_anchor=(1.1, 1.05))\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "33682d02-5c53-4fe3-8774-973908b69789",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-27T04:30:29.532764Z",
     "start_time": "2024-04-27T04:30:29.454118Z"
    }
   },
   "source": [
    "# 分析表格sheet2中的数据并可视化为柱状图\n",
    "df = pd.read_excel('全国人口普查数据.xlsx', header=0, sheet_name='Sheet2')\n",
    "# 读取表格中sheet2的数据\n",
    "x_axis = df.iloc[0, 1:8].tolist()\n",
    "y_axis = df.iloc[1, 1:8].tolist()\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
    "plt.bar(x_axis, y_axis, 5, color='Coral', label='全国人口（万人）')\n",
    "plt.title('历次普查全国人口', fontsize=16)\n",
    "plt.xlabel('普查年份', fontsize=10)\n",
    "plt.ylabel('全国人口（万人）', fontsize=10)\n",
    "plt.xticks(x_axis)\n",
    "plt.yticks(y_axis)\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "# 输出网格线\n",
    "plt.xticks(rotation=45)\n",
    "# x轴标签过长，旋转以更好显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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1YcKEJPcjtQ0fPjxZl48mRUREhN588039+OOPcnZ21vLly+Xt7Z1g/S+++EKHDx/W3r17Va9ePS1dulR+fn4J1h84cGCyg+mZM2eSVR8AnjWENQCAjalTp0qSzTO3xo0bpyFDhlhnAKxbt66kh/dxPRrooqOjNX78eElShQoVJEnHjx/XzZs3VapUqTgPcF61apU6dOigkJAQTZ48Od5LKwcNGqTz589rzpw5qlKlipYtW5bg5YO5c+dO9OzQo2KfofY4PXr0UPPmzeXv75+kh3BLDy+DfOmll56by/+uXLkif39/7dixQ05OTvrpp59UpUqVx67j5OSklStXql69ejp27JiaNGmiPn36aPjw4fFewrl06dK06j4APLMIawAAq40bN+qXX35Rvnz59Nprr+nSpUt69913tWbNGtnZ2enzzz+3mRykTp06On78uLJlyyYXFxfduHFDt27dkqurq/z9/SVJFStW1MmTJ3XhwgVr2Pn33381ePBgzZ49W3Z2dpoxY4b17Ft8Zs6cqTt37mjZsmWqW7euevfurVGjRsV5jtuZM2c0duzYJO/vjh074l0+a9Ys/fnnnzbLDh48mOR2Y8VOlS89vDesRo0amj59uk6dOvXY9WLPGPXt2zfBe9ZiTZ8+3eb1jh07nuj5cxcvXrQJpYsWLdKHH36of//9Vx4eHlq6dGm8D9WOT/bs2bV582a1bt1au3fv1qRJk7R48WKtX79e5cuXt6l77ty5OPc5JmbBggXq3LlzstYBgGeKAQDA/xk7dqwhyfj6668NwzCMOnXqGJIMb29vY+3atXHqv/vuu4bFYjEkGZIMe3t7o1y5csbWrVsT3MaDBw+M4sWLG5KMnDlzGhs3bkxS32JiYozhw4cbFovFaNSokfHgwQOb8ixZslj7kdyvoKAgm7Zi9zs1v6ZNm2YYhmE0aNAgVduNde7cuVRrM2/evIZhGEZUVJTh5+dnSDJKly5tnDx5Mklj9V8RERHGhx9+aNjZ2Rlt2rQxYmJi4hzrc+fOJbvdr7/+2pBkfPLJJynqFwCYncUwkjlfLwDguWUYhqZOnarevXtLkv755x9NmDBBw4YNs96DFp/w8HBFRkbKyclJzs7OiW4nMDBQ33zzjSZOnCgvL69k9XHNmjWqXr26PD09bZa7urqqYcOGWrFiRZLbGj16tIYOHaqgoCCVKlUqWf0wm/Pnz6tgwYLq27evJk6cmOJ2qlatqkuXLlln1QwODta8efPUs2dPOTk5PVEfDx06pBdeeMFmNtDbt2/rwYMHypEjR5Jn24x1//59BQcHy9XVNUUTsQCA2RHWAAB4TkRFRcnOzi7JE6EAAMyNsAYAAAAAJsSf3gAAAADAhJgN8imIiYnR5cuX5ebmluRpnwEAAAA8fwzDUGhoqPLkyZPoZeuEtafg8uXLj32IKwAAAICM5eLFi8qXL99j6xDWnoLYh39evHhR7u7u6dybtBcZGakNGzbIz88v0ecDIf0xXniW8f5NGY6bOTAO5sA4mENGGoeQkBD5+PhYM8LjENaegthLH93d3TNMWMucObPc3d2f+x+25wHjhWcZ79+U4biZA+NgDoyDOWTEcUjK7VFMMAIAAAAAJkRYAwAAAAATIqwBAAAAgAlxz5qJREdHKzIyMr278cQiIyPl4OCg8PBwRUdHp3d3kAgeJwEAAGBOhDUTMAxDV69e1Z07d9K7K6nCMAzlypVLFy9eJAg8AywWS6LP+AAAAMDTR1gzgdig5u3trcyZMz/zAScmJkZhYWFydXUlBJhcTEyM/vnnH3l6esowjPTuDgAAAB5BWEtn0dHR1qDm5eWV3t1JFTExMXrw4IFcXFwIa8+AHDlyKDg4mEtWAQAATIZP0uks9h61zJkzp3NPkFE5OjrKYrEQ1gAAAEyGsGYSz/qlj3h2xb73uAwSAADAXAhrAAAAAGBChDUAAAAAMCHCGlLNgwcPVLFiRZUoUUIxMTFpvr3SpUtr0aJFab6d9PDTTz+pUKFC6d0NAAAApCNmgzSz4a885e39/ESrDxw4UHfv3pWdnZ3GjRunMWPG2JSfP39eBQsWlL29faJtGYahWrVqaevWrQnWuXHjhvLly/fYdh48eJDk4Oji4pKkerEWLlyouXPnauvWrbJYLLp//36y1re3t1emTJniLUvKvq1du1YDBgzQ3r17maAGAADgOURYQ6r4/PPPNXfuXO3du1cWi0XVqlVT0aJF1a1bN5t6Xl5eunnzZqLtrVq1ShMnTkyw/N69e7px44Zy58792HaqV6+u3377LUn7kJwJNv7++2/16dNHBw8elIODg7Zu3ap69eoleX1JKlu2rA4fPhxv2YULFxLdt5dfflkrVqxQv379NHPmzGRtGwAAAObHZZB4Yp999pk++eQTrVy5UiVLllSJEiW0ZMkSBQQEaMqUKXHqBwYGytPTM8GvpISe48ePKyYmRidOnEi07tdffy3DMBL8OnnyZLL3edy4cXrttdeslyrWrVvXps0jR45IkiIiIhLcbkJBTZKOHj2apH37+OOPtWjRIv3999/J3gcAAACYm6nCWlBQkCpWrKidO3fGW/7nn3/KyckpztkaSQoLC1OfPn309ttvx7uuYRiaO3euypUrZ7N8wYIFslgs8X7t2LFDkhQaGqq3335b2bJlk5ubm15//XVduXLlyXb2ORAaGqr27dtr0qRJWrt2rerWrWstq1GjhlatWqVPP/1Ur732mq5fv24ta9Cgge7cuWP9KlWqlFasWGF9vWXLlkS3vX37dtnZ2WnlypVpsWuPFR0drW+//VadO3dOsE5wcLDc3Nzk5OSU7PajoqK0Z88enThxQufPn39sXR8fH9WqVUvfffddsrcDAAAAczNFWDt06JD8/f1VpUoVHTp0KMF6gwcPtj5EOlZYWJg++eQTFSpUSDNnzoz3UrZ58+apdOnS6tGjh8LCwmzK2rRpozNnzth8ffLJJ8qfP7+qVq0qSerZs6e2b9+uH3/8UevXr9f58+f1xhtvpMKeP7vWr1+vkiVL6tSpUzpw4IBq1aoVp07NmjV14MABXbhwQYULF9bixYtTbfurVq1Snz59tHLlSt29ezfV2k2K3377TTExMXrppZcSrHP16lWFhoYm+IeAoKCgBNfdtWuXYmJi9O677yZpApV69eolKeACAADg2WKKe9aWL18uJycnrVq1Sg0aNIi3zsaNG7Vv3z5VrlzZZvmFCxe0Zs0azZ49W1OnTo133VmzZqljx466c+eOli5dalPm5uYmNzc36+uoqCgtWrRIgwcPlqOjoyTpwIED6tGjh+rXry/p4aVnGT2sXbhwQf/73//k7Oyc6KyFY8eOlYODgxo2bKgvvvhCERERyps3r7U8ODhYrVq1sh7vvn37qnTp0gm2d/r0aW3fvl0LFizQn3/+qXnz5ql3796ps2NJcO7cOfn4+Dx2opSzZ8+qTp06Wrdunc3y+/fvK1u2bHJ1dU1w3blz5+rVV1/Vu+++qyZNmqh///6PnfykQIECunDhQvJ3BAAAAKZmirA2atQoWSyWBC/5unv3rt577z1NmjQpTiB78cUXdeDAAUlKMKwdPHhQFotFw4cPT7QvCxYsUHR0tM0lbv7+/lq6dKlef/11OTs7a/78+fL390+wjYiICEVERFhfh4SESJIiIyPjnBmMjIyUYRiKiYmJM2vh0z7tmZzp9h+9FHXIkCHW73v27ClnZ2cNGzZMbm5uslgs1rLY8XV0dLS5LLJ27doaOXKkTp06pU6dOsnFxUWrVq1KsE/jxo1TvXr15OPjo65du+qdd95Rx44d5e7unuB+PW7fYsuSuv///vuvPD09H1v/9OnTKlOmTJzLIGPfC1myZIl3/b/++ks//PCDNmzYoNKlS8vHx0dTp05Vv379EtyWh4eHgoODU/y4hNiz0VFRUXHen4DZxb5nee8mD8fNHBgHc2AczCEjjUNy9tEUYe3RD/Tx6d27t1544QW9+uqrcQJZYusmtY708EPrxIkT9cEHH1jP8kgPL78MDAxUrly5ZLFYVKJECe3bty/BdsaMGaMRI0bEWb5hw4Y4U6w7ODgoV65cCgsL04MHD2zKPJPU69QTGySexIMHD2Rn9zBmhoaG2pSFhYXJMIw424mKitK9e/e0c+dO7dq1SzNmzNC9e/cUFRUVp+6BAwe0cOFCbdq0SSEhIapZs6YKFy6sDz/8MN7JTKKjoxUeHv7YfYu9NDap++/o6Kjbt28nWN8wDG3atEmDBg2KU+fq1avWOvGt//7776tBgwYqW7asQkJC9Mknn8jf318NGjRQ4cKF493e5cuX5eHhkeLxi33f7d69W1FRUSlqA0hvGzduTO8uPJM4bubAOJgD42AOGWEc7t27l+S6pghrj7N06VL9+uuvOnr0aJpva9OmTTp37py6dOlis/z999/XtWvXtHbtWjk7O+ujjz6Sv7+/1qxZE287gwYNUkBAgPV1SEiIfHx85OfnF+fsT3h4uC5evChXV9dkP+crtSV0ZupxMmfObHMWMdb06dOt32fJkkUhISFydXWVxWKJsx0HBwdlzpxZs2fP1tq1a+Xu7q7MmTPLwcHBpu61a9fUtWtX/e9//1Pt2rWty6dNm6bKlSvrpZde0nvvvWfTtr29vVxcXB67b7GXJCZ1/0uUKKHLly/L1dXVGkwfFRgYqFu3bqldu3Zx2oyKipKzs7Ny5MgRZ72xY8dq586dOnz4sHW9l19+WS+//LL+97//adu2bcqWLVuc9a5du6YCBQqkaPwkWZ8PV7169cdengmYUWRkpDZu3KhGjRrZ/JENj8dxMwfGwRwYhyQa0yFNm4+0c9DG0v5qFLRUjjFp9MfjQd+mTbvJlJw/sJs6rB05ckRvv/22fvrpJ+XKlSvNtzdr1iy1bt3a5oP0yZMnNW/ePO3fv996v9xPP/2kggULatOmTWrYsGGcdpydneXs7BxnuaOjY5xfAtHR0bJYLLKzs4v3g//TlJLth4eH27zu0aOHnJ2dNXToULm7u9u0Gfv9xIkTNX78eJv1Xn/9dev33bt311dffWWzzuXLl9WkSRPlyZNHM2bMsGm3XLlymjVrlt555x2FhYXpo48+sjmbGh0dHees5aNizyYldf9feuklxcTE6NChQ3EmGTEMQ5999pnatm0bb7AKDg6Wh4dHnG1NnTpVw4YN09KlS1W8eHGbsnnz5qlGjRqqV6+efvnllzj3CG7ZskUNGzZM8fsn9lg5ODjwnxSeWfH9fkXiOG7mwDiYA+OQiJinc3miY0yUHNNqWyYZ3+S8z0wd1qZMmaKwsDC1aNHCuuzBgwfauXOnvvnmG/3xxx/Knz9/qmzr7t27Wrt2rRYsWGCzPPaM3qNT/ufPn1/Zs2fX0aNH4w1rqWb4z2nXdjrq37+/+vfv/9g6sfesSQ9Ph3fp0kWenp5auXKlMmXKFKd+t27ddO3aNQ0cOFDr1q3TvHnzrKHmnXfe0TvvvJNq/Xd0dNQbb7yhBQsWxAlrkydP1qFDh+K8j2KdOXNGvr6+1tehoaHq06ePvv76a02dOlVt2rSJs46Hh4fWrFmj+vXrq3z58ho5cqR1QpW///5bu3bt0rx581Jt/wAAAGAOppi6PyGfffaZTpw4ocOHD1u/KlWqpFdeeUWHDx9Wnjx5Um1b69atU0xMjJo2bWqzPHbWwkcfUHz16lXdvHkzVbf/rDl27Fi8U9LPmDFDkyZNUtasWWVvb29TJkm3bt2Si4tLol+vvvqqdVtz5sxRw4YNtW/fvngvH4w1ZMgQrVq1Ss7OzjZnYtPiodgDBw7U999/b/Mw6tmzZ6t///6aMWOG9Y8Ix48f14YNGxQUFKQDBw5oypQpqlGjhnWd06dPKzAwUJs2bVL37t0T3J6vr68OHTqk5s2bK2fOnNblo0ePVseOHeXj45PsfQAAAIC5mfrMWu7cuZU7d26bZZkzZ5aHh4dKlCiRqtvatm2bypUrZzONv/TwPp4KFSqoU6dOmjRpkpycnDR48GD5+vranPHLaEqVKpXgTDYxMTEKCQmJcxnkpUuX5OXlpZs3byba/qpVqzRx4kRJ0nfffScHh6S9VZs2bWoTuD/44ANVqFDhsevkyJFDo0aNSlL7sQoVKqTx48erQ4cO2rp1q06ePKnevXtrzpw5evPNN631zpw5o44dOyosLEyZMmVSjRo1NHDgQGt5xYoVdebMmSTtn7u7u7799v9fa7169Wrt3LnTOhsqAAAAni+mDmtP0++//67y5cvHWW5nZ6e1a9eqT58+evXVVxUdHa26detq8+bNypIlSzr01DwSChgxMTFycHCQg4ODTVgrUKCArl27lqS2mzdvrubNmz92O0nx38li4uPl5aWPP/442W1369bN+giDUqVK6Y8//lCBAgVs6rRu3VrBwcGPbSel+9esWTM1a9YsResCAADA/EwV1goUKGB95lNCtm7dmqIySRo+fHiCz1rbsWNHgut5e3vbnNFAyj3uQdLPuv8GNQAAAOBJmPqeNQAAAADIqAhrAAAAAGBChDWTiImJSe8uIIOKvfT40WfTAQAAIP2Z6p61jMjJyUl2dna6fPmycuTIIScnp2f+Q3NMTIwePHig8PDwdH/QNx7PMAzdunVLUVFRTzSRCwAAAFIfn87SmZ2dnQoWLKgrV67o8uXL6d2dVGEYhu7fv69MmTI988Ezo7h9+/ZzPfkLAADAs4iwZgJOTk7y9fVVVFSUoqOj07s7TywyMlLbt29X7dq15ejomN7dQRKcPn06vbsAAACA/yCsmYTFYpGjo+NzEW7s7e0VFRUlFxeX52J/nncJPdwcAAAA6YsbigAAAADAhAhrAAAAAGBChDUAAAAAMCHCGgAAAACYkKnCWlBQkCpWrKidO3dal/3++++qV6+ePD09lT17dnXs2FH//vuvtfz8+fNq3ry5smfPLk9PT7Vu3VoXL160afeXX35RqVKl5OzsrJIlS2rDhg3Wsk6dOsliscT5enQa859++klly5aVi4uLChUqpNGjR/MQawAAAABpyhRh7dChQ/L391eVKlV06NAhm7IzZ86oZcuW2rJli77++mtt3rxZ77//vrX877//VuXKlbVu3TotX75cf/75p9q2bWstP3jwoNq0aaM33nhDu3fvVs2aNdWqVSudPXtWkjR+/HidOXPG5qtJkyby9/eXJP3777/q16+f+vXrpwMHDmjQoEEaPXq0Pv/886dwZAAAAABkVKaYun/58uVycnLSqlWr1KBBA5uy119/3fp9+fLlderUKY0ZM8a6rHbt2qpdu7b19bBhw/T6668rJCRE7u7uGj9+vBo3bqwhQ4ZIkmbPnq1t27Zp1qxZ+vzzz+Xt7S1vb2/r+qdPn1ZgYKCOHj0qScqUKZP279+vHDlySJJKly6tAwcOaPny5froo49S/2AAAAAAgEwS1kaNGiWLxaLz588nWjcmJkZeXl6PLXdxcVHmzJklSSdOnFDr1q2t5RaLRbVr19a+ffviXX/kyJFq06aNSpQoIUlycXGRi4uLTR0XF5fHPrw6IiJCERER1tchISGSHj7PKiM80yp2HzPCvj4PGC88y3j/pgzHzRwYB3NgHJLILm2fnRtp52Dzb9psxBxjnJz3minCmsViSbROZGSkdu/eralTp2r06NFxyqOjo3XkyBGNHDlSAwYMkIPDw13z8vLShQsXbOqGhITo+vXrcdq4ePGivv/+e+3atSvBfty5c0c//vij/ve//yVYZ8yYMRoxYkSc5Rs2bLCGyIxg48aN6d0FJAPjhWcZ79+U4biZA+NgDoxDIsp2eCqb2VjaP+0aX7Mm7dpOhnv37iW5rinCWmL8/Py0adMmSVLfvn311ltv2ZS//fbbmj9/vmJiYtShQwf179/fWvbaa6/po48+Uvv27dWwYUOtXbtWK1asUMGCBeNsZ/bs2SpTpoyqVKkSbz+uXr2q1q1by83NTQMHDkywv4MGDVJAQID1dUhIiHx8fOTn5yd3d/dk7fuzKDIyUhs3blSjRo3k6Ji2f4XBk2O88Czj/ZsyHDdzYBySaEzahoRIOwdtLO2vRkFL5RgTlTYbGfRt2rT7NDEOqSb2qrukeCbC2rx583Tr1i2dPn1aY8aM0f79+xUYGGg9ezZy5Ej17NlT586d0+TJk1WxYkXt27dP7u7u+uCDD3T69Gm1aNFCMTExKlOmjFq1aqWrV6/abCMqKkrz5s3T8OHD4+3Djh071K5dOxUoUEDbt2+Xp6dngv11dnaWs7NznOWOjo4Z6pdxRtvfZx3jhWcZ79+U4biZA+OQiJinc+maY0yUHNNqW8/D+DIOqSY5P++mmA0yMb6+vipfvrz8/f31888/a/v27dq8ebO1PHfu3NYQtmbNGp0/f17ff/+9JMne3l7Tpk1TaGioLly4oMOHDyssLEzly5e32ca2bdt048YNvfLKK3G2//PPP6thw4Z68803tW3bNuXMmTNtdxgAAABAhvdMhLVHxZ5NS2iCDzs7O9nZ2cUpz5Qpk3x8fPTXX39p/fr1ateunU35ihUrVKVKFeXKlctm+dWrV/XWW2/piy++0Lhx46zbBwAAAIC0ZPrk0aNHD9WtW1fFixfX5cuXNWzYMBUpUkT16tWTJA0dOlRFixZV2bJldefOHY0bN06ZMmXSq6++Kkk6deqUTp06paJFi+qvv/5S//791aFDB1WtWtVmO9u2bdPLL78cZ/srV65UdHS0GjRoYH02WyxfX185OTml0Z4DAAAAyMhMH9by5Mmjjz76SFeuXFHOnDnVpEkTDR8+3DqdfoECBfTZZ5/pwoULypo1q2rXrq09e/ZYL1W8e/eu+vbtq0uXLil37tzq3LmzBg8ebLONiIgInTx5Ms5ySbpy5YrCw8NVrFixOGVBQUEqVapUGuw1AAAAgIzOVGGtQIECMgzDZtngwYPjDVGxunbtqq5duyZYXrFiRf3555+P3a6zs3OCzzsYNmyYhg0b9tj1AQAAACC1PXP3rAEAAABARkBYAwAAAAATIqwBAAAAgAkR1gAAAADAhAhrAAAAAGBChDUAAAAAMCHCGgAAAACYEGENAAAAAEyIsAYAAAAAJkRYAwAAAAATIqwBAAAAgAmZKqwFBQWpYsWK2rlzp3XZrVu31LlzZ3l5ecnDw0ONGjXS0aNHbdYzDEPTp09X8eLF5ezsLF9fX506dcpanj9/flksFpuvmzdvWsv37dunGjVqyMXFRfnz59f48eNt2h8yZIgKFiyoTJkyqXTp0lqxYkXaHAAAAAAA+D+mCGuHDh2Sv7+/qlSpokOHDtmUjRo1Svb29lq9erXWrVsnSWrSpIlCQkKsdYYOHapRo0bp448/1qFDhzR9+nS5urpay2/duqVvv/1WZ86csX5ly5ZNknTnzh01btxYL7zwgvbt26fRo0frk08+0YIFC6zrX7lyRV9++aX27NmjOnXqqG3btgoKCkrDIwIAAAAgo3NI7w5I0vLly+Xk5KRVq1apQYMGNmUBAQHy9fW1vl64cKHy5s2rPXv2qHHjxjp16pTGjh2rwMBA1alTR5JUsmRJa/0HDx7o7t27Kl26tIoUKRJn22fOnFFwcLAmT54sNzc3lS1bVj///LMOHDigTp06SZLmz59vrT916lQtWrRIW7ZsUenSpVPzMAAAAACAlSnC2qhRo2SxWHT+/Pk4ZY8GNUlycXGRJEVHR0uSFi1apAoVKliD2n/dvn1bkpQ9e/Z4y8uWLasSJUpo5syZCggI0NGjR7Vr1y59//338dY3DEMxMTHy8vJKcH8iIiIUERFhfR17FjAyMlKRkZEJrve8iN3HjLCvzwPGC88y3r8pw3EzB8Yhiewc07T5SDsHm3/TZiPPwRgzDqkmOT/zFsMwjDTsS7KcP39eBQsW1I4dO1SzZs1464wbN04jRozQpUuXlC1bNtWvX1+FChWSh4eHFi9eLE9PT7377rsKCAiQxWLR8ePHVapUKTk7O8vLy0sVK1bU6NGjVaZMGWubR44cUbVq1RQeHi7DMPTxxx9r1KhRcbZ9/fp1jRw5Ups3b9bBgweVOXPmePs4fPhwjRgxIs7yJUuWJLgOAAAAgOffvXv31L59ewUHB8vd3f2xdU1xZi2p5s2bpyFDhmjq1KnWe86uXLmi48ePq0uXLlqzZo127Nihjz76SF5eXurUqZN8fX21d+9eZc6cWefPn9fYsWNVp04dBQUFKV++fLp27ZqaN2+uDh06qFu3bjpy5IgCAgJUsmRJtWvXTpK0fft2NWzYUJGRkSpcuLCWLVv22NA1aNAgBQQEWF+HhITIx8dHfn5+iQ7I8yAyMlIbN25Uo0aN5OiYtn+FwZNjvPAs4/2bMhy3ZBjTIc2ajrRz0MbS/moUtFSOMVFps5FB36ZNu09TGo6BxDgkGeOQah6deyMxz0RYCw8PV69evbRw4UJ9+eWX6tq1q7UsKipKJUuW1JgxYyRJlSpV0u7du7Vo0SJ16tRJbm5uqlKliiSpdOnSqlOnjvLnz6/vvvtOH330kSZPniwPDw/NmTNHFotFVapU0dWrV/XRRx9Zw1qlSpV05MgR3bx5U6tXr1aNGjW0bNkytWjRIt7+Ojs7y9nZOc5yR0fHDPWfYkbb32cd44VnGe/flOG4JUFM2l825RgTJce02s7zML5PYQwkxiFRjEOqSc7vXdOHtfv376tx48a6cuWK9u7dq/Lly9uUe3t7x5k4pFixYglOr+/u7q4iRYrowoULkh5eAlm2bFlZLBZrnUqVKumTTz7R7du3lS1bNmXOnFkvvPCCJKlWrVq6cuWKxowZk2BYAwAAAIAnZYqp+x9n6NChunHjhvbv3x8nqElS9erVtW/fPptlx48fV7FixeJt786dOzp9+rQ14OXNm1cnTpywqXPs2DFlyZJFHh4e8bbh4OBgneAEAAAAANKC6c+sfffdd2rfvr1u3bqlW7duWZe7uroqV65c+uCDDzRz5kz16tVLnTp1UmBgoFauXKlt27ZJklavXq0//vhDdevW1b///qvhw4fLzc1NHTt2lCS9//77qlq1qvr06aP//e9/OnbsmD777DO9//77sre3V2BgoLZu3arGjRvL1dVV69at08KFCzV79ux0OR4AAAAAMgbTn1m7cuWKJk6cqKJFi9p89ejRQ5JUsGBB68Qi1apV07x587RkyRLrbJKenp6aO3euatSooY4dOyp//vzav3+/smbNKkmqWLGiVq9erZ07d6patWoaPHiwevfubb0HzsfHR7t27VLz5s1Vu3Zt/fzzz1qyZIm6deuWPgcEAAAAQIZgqjNrBQoU0H+fJBATE5PoenXq1NHvv/8eb1mNGjV08uTJx67v5+cnPz+/eMuKFSumzZs3J9oHAAAAAEhNpj+zBgAAAAAZEWENAAAAAEyIsAYAAAAAJkRYAwAAAAATIqwBAAAAgAkR1gAAAADAhAhrAAAAAGBChDUAAAAAMCHCGgAAAACYEGENAAAAAEyIsAYAAAAAJkRYAwAAAAATIqwBAAAAgAkR1gAAAADAhAhrAAAAAGBChDUAAAAAMCHCGgAAAACYEGENAAAAAEyIsAYAAAAAJkRYAwAAAAATIqwBAAAAgAkR1gAAAADAhAhrAAAAAGBChDUAAAAAMCHCGgAAAACYEGENAAAAAEyIsAYAAAAAJkRYAwAAAAATIqwBAAAAgAmZKqwFBQWpYsWK2rlzZ5yyGzduqH379ho9erTN8jt37qhdu3bKmTOn3NzcVL9+fR07dsxaHh0drbffflv58uVT5syZVaVKFe3YsSNO+7///rsaNmyoLFmyyMPDQ+PHj7eWXblyRa+//rrc3NyULVs2vf322woNDU3FPQcAAAAAW6YIa4cOHZK/v7+qVKmiQ4cO2ZRdvXpVAQEBKlq0qH744Yc46968eVO5cuXSihUrtH79esXExKhZs2Z68OCBJCkqKkoRERH65ptvtH37dvn4+Kh58+a6fv26tY3Dhw+rVq1aKlWqlHbu3Kn169erYsWK1vI33nhDFy9e1IYNG7Rs2TJt2bJFPXv2TKOjAQAAAACSQ3p3QJKWL18uJycnrVq1Sg0aNLApO3TokA4fPqwVK1aoU6dOcdYtUqSIpkyZYn09YcIEvfTSSzp16pTKlCkjZ2dnLVq0yFo+a9YseXt7a+/evWrZsqUkqXv37mrbtq1NO486cOCAvv/+e1WrVk2S1KtXL3355ZdPttMAAAAA8BimCGujRo2SxWLR+fPn45S9/PLLatq0aZLbiomJkSRly5btseVeXl6SpNOnT2v37t2aO3dugm36+/trwYIFql27tu7du6fvv/9e/v7+CdaPiIhQRESE9XVISIgkKTIyUpGRkUnel2dV7D5mhH19HjBeeJbx/k0Zjlsy2DmmWdORdg42/6bNRp6DMU7DMZAYhyRjHFJNcn73WgzDMNKwL8ly/vx5FSxYUDt27FDNmjXjlBcoUEDdunXTxx9/HKcsJiZGZ86c0TvvvKOCBQtqwYIFcer8/fffCggI0K1bt7R582ZZLBYtWrRI7777rn788Uf1799fN2/eVJ06dTRt2jTlzJlTkhQaGqrKlSvr9OnTMgxDdevW1aZNm2Rvbx/vfgwfPlwjRoyIs3zJkiXKnDlzMo8KAAAAgOfFvXv31L59ewUHB8vd3f2xdU1xZu1JjR49WsOHD1d0dLT8/Pw0ceJEm/LFixerS5cuioqKUsWKFbVs2TJZLBZJDycPcXBw0Oeff66ZM2cqPDxcPXv2VLt27bRlyxYZhqHXXntN2bJl05YtWxQWFqZevXqpR48emjVrVrz9GTRokAICAqyvQ0JC5OPjIz8/v0QH5HkQGRmpjRs3qlGjRnJ0TNu/wuDJMV54lj3X798xHdKs6Ug7B20s7a9GQUvlGBOVZtvRoG/Tru2n5VkfB8YgUYxDEjEOqSb2qrukeC7C2nvvvafWrVvr0qVLmjNnjkqXLq19+/bJ19dXktSyZUsdPnxY165d03fffafy5csrMDBQlSpVUlRUlMLCwrRgwQJr/cmTJ6t58+b6+++/deLECQUGBurSpUvKlSuXJMnNzU1169a1TnzyX87OznJ2do6z3NHR8fn7MPEYGW1/n3WMF55lz+X7NybtL9dxjImSY1pu53kYk2d9HBiDJGMcEsE4pJrk/H9litkgn1T27NlVqlQpNWnSRD/++KNcXFw0e/Zsa7mHh4dKliyp+vXra+7cuSpXrpwmTZokSfL29paTk5N8fHys9YsVKyZJunbtmo4cOaKcOXNag5okVapUSYZhKCgo6CntIQAAAICM5rkIa4+yWCyyt7dXdHR0gnUcHBys5dWrV9eDBw/0+++/W8uPHz8ui8WiIkWKKG/evLp+/bpu3rxpLY99jluePHnSaC8AAAAAZHTP/GWQX3zxhZycnPTSSy8pMjJSM2fO1D///KO33npL0sNJPf755x/Vrl1b9vb2+v7777V161atXbtWklSyZEk1adJEnTp10rRp0xQREaE+ffqoW7duypo1q1q3bq3BgwerXbt2GjVqlO7du6fevXurcuXKqlKlSnruOgAAAIDn2DN/Zq1QoUKaPXu2ateurZYtW+rWrVvauXOnSpUqJUkqWLCgfvrpJzVs2FB+fn46ePCg1q9fLz8/P2sbS5YsUalSpdS8eXO1a9dOTZo00RdffCFJcnV11ZYtW+Ti4iI/Pz+1bdtW5cuX1+rVq62TlAAAAABAajPVmbUCBQrocU8SiO85bC1atFCLFi0SXKdatWrau3fvY7ebNWtWLVmyJMHywoULa9WqVY9tAwAAAABS0zN/Zg0AAAAAnkeENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJiQqcJaUFCQKlasqJ07d9os/+mnn/TCCy/IxcVFlStX1m+//WZTvn37dlWsWFEuLi4qWbKk1q9fb1O+Zs0alStXTi4uLipevLgWLFgQZ9uGYWju3LkqV65cnLIrV67o9ddfl5ubm7Jly6a3335boaGhT7y/AAAAAJAQU4S1Q4cOyd/fX1WqVNGhQ4dsyvbs2aN27drp3Xff1b59++Tj46OmTZsqLCxMknTu3Dk1bdpUDRs21IEDB1SnTh298sorunDhgiTpzJkzatWqlZo3b679+/fr/fffV9euXbVlyxbrNubNm6fSpUurR48e1nYf9cYbb+jixYvasGGDli1bpi1btqhnz55peEQAAAAAZHSmCGvLly+Xk5OTVq1aFadswoQJatasmT788EOVLVtW8+fPV3BwsH744QdJ0rRp01SkSBGNGzdOpUuX1tSpU5UtWzbNnz9fknT48GG5u7tr9OjRKlOmjLWdgwcPWrcxa9YsdezYUf369Yu3fwcOHNDgwYNVrVo1NWzYUL169dKBAwfS4EgAAAAAwEMO6d0BSRo1apQsFovOnz8fp2zLli0aM2aM9bWnp6cqVKigvXv3qnPnztqyZYuaNGliLXdwcFDt2rW1d+9eSVK9evXk4OCgJUuWyN/fX4GBgbpw4YJatGhhXefgwYOyWCwaPnx4vP3z9/fXggULVLt2bd27d0/ff/+9/P39E9yfiIgIRUREWF+HhIRIkiIjIxUZGZmkY/Isi93HjLCvzwPGC8+y5/r9a+eYZk1H2jnY/Jt2G3oOxuVZHwfGIFGMQxIxDqkmOf9nmSKsWSyWeJf/+++/unPnjgoWLGiz3NfXV//8848k6a+//oq3/OjRo5Kk7Nmza+HChWrWrJnefPNNGYahefPmqUSJEoluP9YXX3yhypUrK2vWrDIMQ3Xr1tWQIUMSrD9mzBiNGDEizvINGzYoc+bMj93W82Tjxo3p3QUkA+OFZ9lz+f4t2yHNN7GxdMJ/eEwVa9akbftPw7M+DoxBkjEOiWAcUs29e/eSXNcUYS0hsfeP/TfgZM6cWTdv3rTWia88PDxcknTy5En5+/tr4MCBat26tQIDA9WzZ08VK1ZMtWrVSrQPhmHotddeU7Zs2bRlyxaFhYWpV69e6tGjh2bNmhXvOoMGDVJAQID1dUhIiHx8fOTn5yd3d/ekH4BnVGRkpDZu3KhGjRrJ0TFt/wqDJ8d4IU2NSdv/3CPtHLSxtL8aBS2VY0xU2mxk0Ldp025i0vDYPZXjJqXfsUtNz/o4MAaJYhySiHFINbFX3SWFqcOas7OzJOnBgwc2y8PDw60BzdnZ+bHlI0aMUM2aNfXpp59KkipXrqzTp09r0KBBcWadjM/69esVGBioS5cuKVeuXJIkNzc31a1bVwEBASpatGi8/Y7t+6McHR0z1IfhjLa/zzrGC2ki5ulccuIYEyXHtNpWev1cPIVjl6bHTUq/Y5eanvVxYAySjHFIBOOQapLzecsUE4wkJHv27HJ2dtbFixdtll+8eFGFChWSJOXNm/ex5UeOHIkzHX+lSpWsl0km5siRI8qZM6c1qMWubxiGgoKCkrtLAAAAAJAkpg5rdnZ2qlatms29CMHBwfrtt9/UoEEDSVLNmjVtyqOjo7V161Zred68eXXixAmbdo8dO6Y8efIkqQ958+bV9evXrZddxq4vKcltAAAAAEBymTqsSVKfPn20dOlSffnllzpy5Ii6dOmiYsWKqWnTppKkXr16af/+/Ro5cqSOHTumnj17KiYmRp06dZIk9ezZU7/88ovGjBmjw4cPa/r06frqq6+S/Jy01q1bK3fu3GrXrp327NmjwMBAdenSRZUrV1aVKlXSarcBAAAAZHCmD2stW7bUF198oZEjR6patWqKiIjQqlWrZG9vL0kqX768vvvuOy1atEiVKlXSsWPHtGHDBrm5uUmSWrVqpcWLF+ubb75R1apV9cUXX2jChAnq3r17krbv6uqqLVu2yMXFRX5+fmrbtq3Kly+v1atXJzqLJAAAAACklKkmGClQoIAMw4izvHv37o8NV6+99ppee+21BMs7dOigDh0Sn8Fm+PDh8T5rrXDhwvE+sBsAAAAA0orpz6wBAAAAQEZEWAMAAAAAEyKsAQAAAIAJEdYAAAAAwIQIawAAAABgQoQ1AAAAADAhwhoAAAAAmBBhDQAAAABMiLAGAAAAACZEWAMAAAAAEyKsAQAAAIAJEdYAAAAAwIQIawAAAABgQoQ1AAAAADAhwhoAAAAAmBBhDQAAAABMiLAGAAAAACZEWAMAAAAAEyKsAQAAAIAJEdYAAAAAwIQIawAAAABgQoQ1AAAAADAhwhoAAAAAmBBhDQAAAABMiLAGAAAAACZEWAMAAAAAEyKsAQAAAIAJEdYAAAAAwIQIawAAAABgQoQ1AAAAADAhwhoAAAAAmBBhDQAAAABMyCElK126dEnfffedtmzZogsXLig4OFhZs2ZV/vz5Va9ePbVr10558+ZN7b4CAAAAQIaRrLAWHh6uvn37atGiRapVq5bq1aunAgUKKGvWrPr333917tw5bdy4USNGjFCnTp00btw4ZcqUKa36DgAAAADPrWSFtSpVqqh69eo6efKk8uXLF2+d/v376++//9bo0aNVuXJlHTt2LFU6CgAAAAAZSbLC2rhx49SkSZNE6/n6+mrOnDlas2ZNijsGAAAAABlZsiYYSUpQe1TTpk2TVR8AAAAA8FCazAY5bdo0LVu2LC2aBgAAAIAMIdXD2rlz5zR06FCtXLkytZsGAAAAgAwjVcPanTt31KpVK3l7e2vWrFmp2TQAAAAAZCipFtb+/PNP1axZU4ZhKDAwUK6urqnVNAAAAABkOE8c1h48eKCJEyeqXLlyKlmypHbt2iUfH5/U6BsAAAAAZFjJmrr/UX///bcWLlyoWbNmydfXV6tXr1bt2rVTs28AAAAAkGElOawVLlxYPj4+yp07t06cOKETJ07o3Xff1bp161SmTJm07CMAAAAAZDhJDmsTJkzQjRs3dOHCBYWGhurSpUtasmSJwsPD1aVLF1WvXj0t+wkAAAAAGUqSw9qrr75q8zo6Olq7du3S3LlzVb9+fTVt2lQTJ05UoUKFUr2TAAAAAJDRpHiCEXt7e9WuXVuLFy/WiRMnFB4ertKlS2vFihWp2D0AAAAAyJhSZer+QoUKac2aNfr444/1+uuva/bs2anRLAAAAABkWCmeDTI+gwYNUpYsWdSzZ0+9+OKLzA4JAAAAACmUqmFNknr16qWjR4+qc+fOOnPmjOzsUu252wAAAACQYaR6WJOkKVOm6PTp0wQ1AAAAAEihZKWp8PBwVahQIdF6rq6uSaoHAAAAAIhfss6sRUdH68iRI9bXx48fl6urq9zc3OTm5iZHR8dU7yAAAAAAZERPdBlk6dKlZbFYrK+dnZ3l4eEhX19f1axZUwMGDJC3t/cTdxIAAAAAMponvmft1q1bio6O1t27d/Xvv//q33//1ZkzZzRlyhSdPHlSa9asSY1+AgAAAECG8kRhzWKxKHPmzHJycpKXl5d8fX0lSXXr1lW5cuXUoEGDVOkkAAAAAGQ0aTZdY6ZMmXT//v20ah4AAAAAnmtpFtauXLmiLFmypFXzAAAAAPBcS1FYi46Otn7/6AQjj8qbN68WLlyYsl4BAAAAQAaX7HvWDMOQk5OT3NzcZBiGGjdurLJly6p8+fJq3bq13N3dJUkvvviiXnzxxVTvMAAAAABkBCk6s3b48GGtWrVKy5Ytk5+fn0JCQjRs2DDlyZNHXbp00cWLF1O7nwAAAACQoST7zJrFYlHp0qXjLQsMDNSnn36qMmXKaObMmXrjjTeeuIMAAAAAkBE98XPWHtWgQQM1aNBAkyZNUseOHfXgwQN17NgxNTcBAAAAABlCiu5ZS0xAQIAyZ86s9957T/Xq1bM+fw0AAAAAkDTJumctU6ZM2rJlS5Lqvvfeezp48CBBDQAAAABSINkTjNSpUyfJdZkNEgAAAABSJllhrW7durpw4UKS6l66dEl169ZNSZ8AAAAAIMNLVljr2rWrKlSooPfee0/79++P9/61gwcPqnv37ipXrhyTiwAAAABACiVrgpGOHTuqXr16Gj9+vBo3bizDMOTj4yNPT08FBwfr4sWLiomJ0RtvvKEDBw6oYMGCadVvAAAAAHiuJXs2SF9fX02fPl1Tp07Vb7/9pnPnzik4OFju7u7Knz+/KlWqJAeHVH0iAAAAAABkOClOVXZ2dqpcubIqV66cmv0BAAAAACgFs0ECAAAAANIeYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJhQssJaRESE7O3tk/z12WefpVW/AQAAAOC55pDcFQzD0MmTJxMsj4iIULly5XTy5EnlyJHjiToHAAAAABlVssOaxWJR8eLFEyyPiIhItA4AAAAA4PG4Zw0AAAAATIiwBgAAAAAmRFgDAAAAABN6psLajRs31KlTJ3l5eSlTpkxq3bq1JOnBgwcKCAiQt7e3smTJojZt2ujGjRvxtvHnn3/KyclJ3bp1sy6Ljo6WnZ2dLBaL9cvV1dVmvTVr1qhcuXJycXFR8eLFtWDBgrTaTQAAAABI/gQj6SU0NFS1a9eWr6+vfv75Z3l4eOj06dOSpI8++kjLly/XggULlClTJr3//vt64403tGnTpjjtDB48WJGRkTbL/v33XxmGoa1btypv3rySJDu7/59jz5w5o1atWmnAgAFatGiRNm/erK5duyp//vyqV69eGu41AAAAgIzqmQlrY8eOlWEYWrlypZycnCRJZcuWVUhIiGbMmKHvvvtOTZs2lSTNnz9fNWrUUFBQkEqXLm1tY+PGjdq3b58qV65s0/bt27clSRUqVJCbm1ucbR8+fFju7u4aPXq0JKlMmTJatGiRDh48SFgDAAAAkCZS9Jy1xYsXyzCMeMsjIyOtdcqXL69SpUo9cSclacGCBRoyZIg1qMU6ffq0oqOjVb58eeuyatWqycnJSfv27bOGtbt37+q9997TpEmTNHXqVJs2bt++LScnp3iDmiTVq1dPDg4OWrJkifz9/RUYGKgLFy6oRYsW8daPiIhQRESE9XVISIikh8fmv2f1nkex+5gR9vV5wHghTdk5pmnzkXYONv+mzUbS6WcjDY/dUzluUvodu9T0rI8DY5AoxiGJGIdUk5zPXBYjodSVQMPVqlWTxWJJUv3u3burU6dOSe5MQv7++2/lz59fixYt0ldffaWgoCC9+OKLmjx5sry8vFSoUCFt2rRJDRo0kPQwmHl4eGjkyJEaPHiwJKlbt266evWqVq1apbp166pIkSKaN2+eJGn16tVq3ry5XFxc5O3trRo1auizzz5TgQIFrH1Yt26dmjVrJsMwZBiG5s2bp65du8bb3+HDh2vEiBFxli9ZskSZM2d+4uMBAAAA4Nl07949tW/fXsHBwXJ3d39s3WRFV0dHRx08ePCJOpcSV65ckSRNnDhRH3/8sfLly6fPPvtMjRs31unTp1WpUiV9/PHHKlasmDw9PdW7d28ZhiF7e3tJ0tKlS/Xrr7/q6NGj8bZfpUoV7d+/X87Ozjp16pRGjBihevXq6ejRo3Jzc9PJkyfl7++vgQMHqnXr1goMDFTPnj1VrFgx1apVK057gwYNUkBAgPV1SEiIfHx85Ofnl+iAPA8iIyO1ceNGNWrUSI6OaftXmAxhTIc0bT7SzkEbS/urUdBSOcZEpc1GBn2bNu3C/Hj/plwaHrunctyk5+Nn/1kfB8YgUYxDEjEOqSb2qrukSJPzjOfPn1euXLnk4uKSKu1FRT0csL59+6pt27aSpEWLFsnb21urV6+2Xp7o6+srBwcH9erVS+7u7vL29taRI0f09ttv66efflKuXLnibT979uzKnj27pIf3o1WtWlUFChTQunXr1LZtW40YMUI1a9bUp59+KkmqXLmyTp8+rUGDBmnnzp1x2nN2dpazs3Oc5Y6OjhkqvGS0/U0zMU/nlL1jTJQc02pbvA8yLt6/KfcUjl2aHjfp+fjZf9bHgTFIMsYhEYxDqknO5+M0mbq/W7duatOmTaq15+3tLUkqUqSIdVnWrFnl7e2ta9euqWjRojp06JCuXr2qGzduaODAgbpz547Kly+vKVOmKCwsTC1atJCLi4tcXFy0fft2LViwQC4uLrpw4UKc7fn6+srLy8taduTIEZUrV86mTqVKlRI8UwcAAAAATyrVw9qECRO0ZcsW9ezZM9XaLFy4sLy9vbV3717rsps3b+r69esqVqyYdVnOnDnl6empmTNnqkSJEipXrpw+++wznThxQocPH7Z+VapUSa+88ooOHz6sPHnyxNneX3/9pZs3b1rDYd68eXXixAmbOseOHYt3XQAAAABIDal6GeScOXM0cOBAjR49Wk2aNEm1du3s7BQQEKBRo0YpT548KlSokPUetaZNm2rFihXy9vaWu7u7Vq9erXHjxumXX36RJOXOnVu5c+e2aS9z5szy8PBQiRIlJElff/21oqKi9NJLL+nixYsaOHCgypQpo+bNm0uSevbsqVdeeUVjxozRyy+/rJ07d+qrr77SpEmTUm0fAQAAAOBRqRLWwsLC1LdvX3399deaM2dOgrMkPon+/fvr3r176t27t0JCQlSvXj2tWrVKjo6OOnr0qKZMmaL79++rXLly+uWXX9SoUaMkt+3h4aF+/frp8uXLyp07t5o2bapPP/1UDg4PD0+rVq20ePFiffbZZxoxYoR8fHw0YcIEde/ePdX3EwAAAACkJwxr9+/f19y5czVu3DiVKFFCv/32m81DqFOTxWLRiBEj4p0Sf9iwYRo2bFiS29q6davN61dffVWvvvrqY9fp0KGDOnRI21lwAAAAACBWksPaN998o3z58il37tw6ceKEVq5cqZUrV6p27dqaN2+eXn755bTsJwAAAABkKEkOa+PHj9eNGzd048YNxcTEyN7eXn369FHPnj3l4+OTln0EAAAAgAwnybNBHj16VFeuXFFoaKj279+vcePG6eDBgypUqJD8/Px0+PDhNOwmAAAAAGQsyZ66P1OmTKpUqZICAgK0efNmHT9+XL6+vqpcubLeeecdRUREpEU/AQAAACBDeeLnrBUrVkzz5s3Tjh07tH79etWvX1+3bt1Kjb4BAAAAQIaVag/Frlq1qvbv36/Q0FA1aNBA4eHhqdU0AAAAAGQ4qRbWJClnzpxat26dbt++rR49eqRm0wAAAACQoaRqWJOkPHny6KuvvlJISIhiYmJSu3kAAAAAyBCe6KHYCWnUqJEaNWqUFk0DAAAAQIaQrLBWv379ZG9g8+bNyV4HAAAAADK6ZIW17du365dffnlsnZiYGFksFrVp00Y///zzE3UOAAAAADKqZIU1Ozs7NWvWTA0aNFBgYKAkady4cRowYIC1jre3t65fvy47Ozs1bdo0dXsLAAAAABlEiiYYOXTokPX7zz//XA8ePFDXrl31448/plrHAAAAACAje+LZIA3D0IIFCxQTE6OXX345NfoEAAAAABleimeD3LFjh2JiYhQVFaUSJUqoRIkSOnjwYGr2DQAAAAAyrBSHtSFDhsgwDN29e1cff/yxDMNIzX4BAAAAQIaW4rC2fft2SVKOHDms30sPJxgBAAAAADyZJ75nzWKxpEY/AAAAAACPSJUJRh73GgAAAACQfCkKaz/99JP1+8uXL9uUxT5zjTNuAAAAAJByybpnLSoqKtF70gzD0Pjx4xUeHi5vb29du3aN4AYAAAAAyZSssHbu3Dnr94Zh6JtvvlHLli3l4eGR4DoENQAAAABIvmSFtfz581u/v3HjhiZMmKAsWbKoT58+cera29srMjLyyXsIAAAAABlQiicY6d69u4oXL66oqCjrMnd3d+v3qTnRyNdffy2LxWLz1aNHD0kPL83s37+/cuXKpcyZM6tJkyb6448/rOveunVLnTt3lpeXlzw8PNSoUSMdPXrUpn3DMDR9+nQVL15czs7O8vX11alTp6zlx44dU+3atZUpUyYVKlRI33zzTartGwAAAADEJ0Vh7YsvvtC2bdv0ww8/aODAgdblYWFh1u9T8/LHW7duqUqVKjpz5oz1a/jw4ZKk0aNHa+HChZozZ4527NghOzs7NW3aVDExMZKkUaNGyd7eXqtXr9a6deskSU2aNFFISIi1/aFDh2rUqFH6+OOPdejQIU2fPl2urq6SpODgYDVq1EgFCxbUvn371KVLF3Xs2FF79+5Ntf0DAAAAgP9K9kOxv/76aw0bNkxr165V/vz5bc6gpdX9abdv31bevHlVpEiROGUHDhzQm2++qZYtW0qSxo4dq7Jly+rWrVvKkSOHAgIC5Ovra62/cOFC5c2bV3v27FHjxo116tQpjR07VoGBgapTp44kqWTJkjb1Y2JiNHfuXDk5OalMmTJatWqVZs2apapVq6bJ/gIAAABAssLa8OHDNXXqVK1atUrVq1eX9HQmELl9+7ayZ88eb5m/v78+/fRTde/eXblz59bs2bNVr1495ciRQ5Jsgpokubi4SJKio6MlSYsWLVKFChWsQe2/tmzZonr16snJycm6rH79+jaPL/iviIgIRUREWF/HnsWLjIzMEPfxxe5jRtjXp8LOMU2bj7RzsPk3bTbCeyHD4v2bcml47J7KcZOej5/9Z30cGINEMQ5JxDikmuR8RrYYSby5rHjx4rK3t9fPP/+s4sWLW5fb2dmpX79+kqSJEyeqX79+MgxDkyZNUmRkpOzsnvi522rbtq1+/vlnZcqUSQULFtSbb76pPn36yNHx4ZumQ4cOWrJkiSwWi7y9vfXbb78pb9688bY1btw4jRgxQpcuXVK2bNlUv359FSpUSB4eHlq8eLE8PT317rvvKiAgQBaLRWXLllXTpk01ZswYaxuzZ89Wv379bC77fNTw4cM1YsSIOMuXLFmizJkzP/HxAAAAAPBsunfvntq3b6/g4GCbOT/ik+To6urqqvv378c7cUh4eLh1+f3795PZ3cSNGDFCQ4YMUUREhAIDAzVs2DBdv35dEydO1KeffqotW7bohx9+UO7cuTVq1Ci1aNFCu3fvtp5FizVv3jwNGTJEU6dOVbZs2SRJV65c0fHjx9WlSxetWbNGO3bs0EcffSQvLy916tRJYWFhcQJW5syZFR4enmB/Bw0apICAAOvrkJAQ+fj4yM/PL9EBeWrGdEizpiPtHLSxtL8aBS2VY0xU4iuk1KBv065tM0nDsZKe0nhllLFCXLx/U47f0+bwrI8DY5AoxiGJGIdU8+jcGYlJcljbu3evBgwYoCpVqmjVqlWqVauWtWzq1KmSpBkzZmjatGmSpJkzZya5E4l58cUXrd9XqVJF0dHRGjdunIYMGaLRo0dr0aJFeu211yRJP/zwg3x8fPTNN9+oW7dukh6GyV69emnhwoX68ssv1bVrV2t7UVFRKlmypPXMWaVKlbR7924tWrRInTp1krOzsx48eGDTn/Dw8MeeIXN2dpazs3Oc5Y6OjtazgekuJu1PAzvGRMkxLbdjlmOZ1p7CWElpPF4ZZawQF+/flOP3tDk86+PAGCQZ45AIxiHVJCcPJDmsOTo6atKkScqbN6+aNWumdevWqXr16jb3rD2tB2BXqFBBd+/e1enTpxUeHq5y5cpZy9zc3FSsWDHr9Pz3799X48aNdeXKFe3du1fly5e3acvb2zvOxCXFihXTihUrJEl58+bVxYsXbcovXryoQoUKpf6OAQAAAMD/SfYNZX379tXAgQPVunVrXbhwIVWfp5ZU+/fvV9asWZUrVy5J0okTJ6xl9+/f159//qk8efJIejgt/40bN7R///44QU2Sqlevrn379tksO378uIoVKyZJqlmzpjZv3mydkESSAgMD1aBBg1TfLwAAAACIlaLpVgYPHqxjx46pTZs2GjVqlHX5ozMmpqaePXuqWbNmyp07tzZt2qTx48drxIgRyp8/v1q3bq0PP/xQDg4O8vb21tixYxUdHa233npLkvTdd9+pffv2unXrlm7dumVt09XVVbly5dIHH3ygmTNnqlevXurUqZMCAwO1cuVKbdu2TZL09ttv6/PPP1ePHj3UvXt3/fzzzwoKCtJ3332XJvsKAAAAAFIKH4otSXPmzNGNGzdspqh/dHKR1DzjdvfuXXXo0EHVq1fXN998ozlz5qh///6SpMWLF6tp06bq1KmT6tSpo9u3b2vz5s3W2SCvXLmiiRMnqmjRojZfPXr0kCQVLFjQOrFItWrVNG/ePC1ZskQ1a9aUJOXJk0crV67Uzp07VbFiRf38889as2aN8ufPn2r7BwAAAAD/leIHGbi6umru3Lm6cOFCvOVBQUGpMm2/JM2fP/+x/ZgxY4ZmzJgRb3lMTEyi7depU0e///77Y8uDgoIS7ygAAAAApJIneuqcn59fgmUlS5Z8kqYBAAAAIENLnVNfAAAAAIBURVgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACRHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgAAAAAmRFgDAAAAABMirAEAAACACTmkdwcyAsMwJEkhISHp3JNHRESmWdORFunevXsKCY+Uo5F225GZjmdaSsOxkp7SeGWUsUJcvH9Tjt/T5vCsjwNjkCjGIYkYh1QTmwliM8LjWIyk1MITuXTpknx8fNK7GwAAAABM4uLFi8qXL99j6xDWnoKYmBhdvnxZbm5uslgs6d2dNBcSEiIfHx9dvHhR7u7u6d0dJILxwrOM92/KcNzMgXEwB8bBHDLSOBiGodDQUOXJk0d2do+/K43LIJ8COzu7RFPz88jd3f25/2F7njBeeJbx/k0Zjps5MA7mwDiYQ0YZBw8PjyTVY4IRAAAAADAhwhoAAAAAmBBhDanO2dlZn3zyiZydndO7K0gCxgvPMt6/KcNxMwfGwRwYB3NgHOLHBCMAAAAAYEKcWQMAAAAAEyKsAQAAAIAJEdYAAAAAwIQIawAAAABgQoQ1AAAAADAhwhoAAAAAmBBhDQAAwGR4spI5MA7mkJHHgbCGpy4mJia9u4AkYqzwPMjI/8k/CY5b+oiMjFRkZKQsFkt6dyVDCwkJ0b179xiHdMbPAw/FxlNy584dRUREKGfOnOndFSRiwoQJsre3V0BAgKSHgc3Ojr/r4Nlx9uxZBQcHK3/+/MqaNavs7e1lGEaG/s8+KY4fP66wsDAVKVJEHh4ecnBw4Of/KRs/frz27dunv//+W507d1bNmjVVpkyZ9O5WhjNq1Cht27ZNFy5cUJs2bfTyyy+rTp066d2tDIefh4f4DYw09+mnn8rPz0/lypVTp06dFBwcLIm/2ppNTEyM/vnnHw0YMED9+vXT9OnTJUl2dnacYcMzY9iwYWrZsqVq1qwpPz8/TZ8+XQ8ePCCoJWLAgAFq1qyZ6tWrp3r16qlXr14KCQmRnZ2doqOj07t7GcLo0aM1duxYFStWTAUKFNDnn3+u7t27a9WqVendtQxl/PjxmjJlilq0aKHGjRtr+/bt6tSpkxYtWpTeXctQ+Hn4/xzSuwN4vo0cOVIzZsxQnz59JEkTJ06UYRhauHAhH55Mxs7OTnnz5lXnzp21f/9+TZ48WXfv3tWAAQNkZ2fHmQmY3vjx4zV79mxNmTJFvr6+mjlzphYsWKCKFSuqZs2avIcT8N1332n+/Pn65ptv5O3traVLl2rdunWqW7euAgMDlTVrVkVHR8ve3j69u/rcCg8P165duzR27Fi98847kqTVq1drwYIF6tmzp8LDw/Xaa6+lcy8zhgMHDiggIEC9e/eWJB08eFBff/21unbtqoiICL399tvp3MPnHz8PtghrSDMnT57UihUr9OWXX6p169aSpLJly6pPnz66deuWvLy8rHX5EGUe2bNnl729vV5//XXr2bUBAwbIYrEoJCRE7u7u6dxDIK7g4GDt2LFDEyZMUPv27SVJ5cqVU5kyZbRs2TLVrFmT3zEJuHHjhqpWrarGjRtLkkqVKqU6depoyJAhqly5sg4cOKCsWbNySWQaioiI0LFjx1S/fn3rsmbNmil37tyaOnWqBg8eLDc3N+sYIW2Eh4fr1KlTKly4sHVZpUqVlDt3bmXJkkW9evWSm5ub2rVrl469fP7x82CL37pIdbGXNxYsWFBvvfWWihUrZi3z9PRU9uzZdfLkSU2ZMkV79+7lEiWTiB231157TS+++KLefvttvfLKK5o+fbpmz56tAQMGaPny5YqMjEznngJxZc6cWZ6ensqfP78kKTo6Wq6urmrYsKHOnTsniQlzEnLnzh0dOnTI+trR0VFNmjTR9OnT5enpqZYtWyosLIygloY8PDzUsmVLbdy4UefPn7cur1Chgnr06KEyZcpozpw5unz5cvp18jlnGIZcXFz0+uuva8WKFTp69Ki1LG/evOrZs6c6d+6sSZMm6fjx4+nY0+efh4eHWrVqxc/D/+E3L1LdhQsXJEkuLi56//339eKLL1rLfvnlF506dUoff/yxxowZo7feekvz589Pr65meMeOHbOGr9jA7OHhoY0bNyoqKkqDBg1Sx44d1b9/f02ePFlNmjSRo6MjH3phOnZ2dho4cKDq1q0r6f+/nx0cHOTp6Skp7n2yvI8feu211+Tu7q7Ro0db70+zWCyqVq2ahg4dqoiICH311VeSuNc4NV2+fNnmg2jjxo31119/afny5QoJCbEur1Spkjp06KC9e/fq4sWL6dDT51tYWJjN67p16ypbtmz66quvbI63j4+P3nrrLT148EBnz5592t187l2/ft36+VGS6tWrp3PnzvHzIMIaUln37t1Vo0YNhYaGSnoY2GL98ssvmjFjhqZOnaoff/xR165dU5EiRbR8+fL06m6G1q9fP7Vs2VJHjhyxfkAzDEMFCxZUoUKFdP/+feXOnVsnTpyQxWKRl5eXli1bJkn8hR2msHLlSs2cOVNLlixRaGioSpYsaS2zs7NTVFSUjhw5ojx58kiS9Z6rWbNmKTQ0NMO+jzdv3qwVK1Zo69atCg0NVYkSJeTn56dffvlFP/30kzWQWSwWtWrVSi+88II2bdpkXYYn9/HHH6tOnToqX768XnrpJX377bdq2bKlOnfurI8//ljLli2z+YD6yiuvKE+ePBlycoW09Msvv2jcuHG6fv269b1dq1Ytvfbaa/r11181d+5cm0BQrVo15ciRQ6tXr06vLj+XPv30UzVp0kTly5dX7dq1dfDgQbVp00atWrXSJ598kuF/HrhnDammb9+++u677/TLL7/Izc0tTnnu3Lm1fft2lS9f3voX7erVq2vVqlWKjIyUo6Pj0+5yhjVz5kx98803+uqrr1SsWDHrh1iLxSJHR0flzJlTR44c0dSpU/Xbb7/p+++/1/bt2zVw4EBZLBb17NkznfcAGd2AAQM0f/58FS1aVPv371e/fv00duxYmzoODg66d++eChQoYLPehAkT1KBBg3h/Tz3vBgwYoC+//FJZs2bVhQsX1KRJE/Xo0UPjxo1Ty5YtNWHCBBmGoTZt2sjB4eFHBD8/P02dOlX3799XpkyZ0nkPnn1z5861ToSTPXt2TZs2TaNGjdLevXs1depUhYaGqlevXrpz5478/f3l4+OjqKgoeXl5ycfHJ727/1yIvf9yw4YNWrt2rVxdXdWlSxflyJFDkhQQEKDg4GAtWrRId+7c0TvvvKNSpUrJMAxly5ZNhQoVSuc9eH6MGjVK06dP19ChQ5UjRw5NmDBBHTt21JEjRzRx4kQFBwcrICAgY/88GEAqCAgIMDw9PY29e/c+tl50dLT1+8jISOOtt94yOnfubERFRaV1F2EYRkxMjBEdHW3873//M0aOHGlTFhERYTx48MAwDMPo3LmzYbFYjOLFixtHjx41DMMwzp49a3z88cfG6dOnn3q/gUdt3LjRyJMnj7F582bDMAxjxYoVRt68eY3Q0FCbejdu3DBKlSplbNu2zTAMw+jTp4+RKVMm47fffnvqfTaDdevWGbly5TI2bNhg3L5929izZ4/h5+dnFCtWzPj555+NsLAwo1GjRkalSpWMoUOHGhEREUZISIjRs2dPo3HjxkZ4eHh678JzoW/fvkaPHj1slo0cOdIoV66c0bFjRyMmJsYYPXq0UaBAAaNatWrGBx98YLz55puGp6en8ccff6RTr58/N27cMAoWLGiULVvWKFiwoPHZZ58Z169ft6kzadIk46WXXjJ8fHyMtm3bGi1atDA8PDyMEydOpFOvny9XrlwxatWqZSxbtsy67ObNm4aHh4cxfvx467KPPvrIKFy4cIb9eeDMGp5YdHS0fv75ZxUpUkRVqlSR9PCJ86tWrdLFixdVoEABVa9eXdmzZ7dednTs2DHNmTNH69ev19atW5kS+imJvczjwoUL1kvGHjx4oH79+un48ePy9vbWq6++qlatWunSpUsaO3asSpcuLUkqXLiwhg0bxhlQpLuLFy/Kw8NDtWvXliQVL15cvr6+mjRpkrJkyaISJUqoWbNmyp49uzw9PfXVV1/p119/1axZs7Rr1y5VqFAhnfcgffz999/y9vZW3bp15ejoqKpVq+qLL76wPlftyy+/1M8//6yBAwdq2bJlmjhxokqUKKFz585p69atcnZ2Tu9deC6EhYXp999/t1k2dOhQeXh4aMGCBRo0aJDGjh2rsmXLaufOndq1a5d8fX21bds2mwm78GROnTqlHDlyaNWqVfrss880c+ZMSVK3bt2sZ9j69OmjatWqaf/+/dqyZYt8fHy0c+dOvfDCC+nZ9edG7C0WsXMbGIYhLy8vlSxZUtevX7fWGz9+vKpXr659+/Zp586dGe7ngbCGJxL77J1t27apatWq6tmzp6ZNm6YWLVror7/+UkhIiK5fv67XX39dAwcOVLly5bRhwwZ9//332rVrlzZs2MAvvXTg5ORknc2qRYsWCgsLU/ny5fXHH39oyJAhql+/vn799Vebew4lEdSQrmIvXcqfP79CQ0M1duxYvfrqq2rbtq3u3r2ro0eP6q+//tK9e/e0b98+jRw5Uu3atdOgQYMUExOjnTt3ZsigFnvccubMqfDwcP3xxx8qVaqUoqKiVKJECdWuXVtXrlzRnDlzVLVqVY0fP143btzQxo0b5enpqfLly3PZVyqqU6eOdu7cqXXr1qlx48bWP6L16tVLt27d0o8//qg2bdqoefPmat68uR48eCA7OzvrZalIHTlz5lTbtm2VI0cOTZ48WdLD+1kl28BWtWpVVa1aVT169JDFYuG+zVSULVs2vf/++9Y/HkdHR8vBwUHZsmWzPiYo9jaZ1q1bq3Xr1rp//74cHR0z1s9Dep/aw/Nj3759hpeXl2GxWIx69eoZBw4cMO7du2ds2rTJyJYtm9GzZ0/DMAwjLCzM+O2334wrV66kc48zrhUrVhglS5Y0Pv/8c+ONN94w/vrrL8MwHl6SMGjQIKNy5crGmTNn0rmXQPyuXbtmTJo0yShZsqTx8ssvG4ULFzb++ecfwzAM459//jE++ugj44UXXjDOnDlj3L592/jggw+4bMkwjKCgICNPnjzG+++/b5w6dcowjIeXN5cuXdqYMWOGkTt3buPLL79M514+f7Zs2WKsX7/e2L59u2EYD28BqFGjhlGxYkXj7NmzcepXqVLFePPNN592N597seOwY8eOBOt8+OGHho+Pj80lkTExMU+rixlC7Dhs3brVZnnsbTIRERFGoUKFjClTptiUL1++3Lh58+ZT66eZENaQIvPmzTMGDhxodOnSxdizZ49x+/ZtwzAM4/vvvzfeeecd4+LFizb1v/zyS8PNzc24fPlyenQ3Q4sdq65duxp79uwxgoODjatXrxqNGzc2KlWqZDRq1Mim/okTJwxnZ2dj1apV6dRjwNajv292795t3L9/3zCMhx96x4wZY9SsWdOm/vHjxw0HBwfj+++/NwzD9l7ZjOS/x80wDGPVqlWGh4eHUapUKaNJkyaGo6Oj0a1bN8MwDOOTTz4xWrRoYURERGTYY5baPvroIyNbtmyGr6+vYbFYjLZt2xpHjx41bt26ZRQtWtSoVauWcfbsWZvjPXr0aOOVV15Jx14/f/47Du3atTO2bNliLY+IiLB+HxvYxo4da1y9ejUdevv8+u84vPHGGzbjYBgPx6Jw4cLGmjVrrMsCAgKMPHnyGH///fdT7rE5ENaQbAMHDjQ8PT0NPz8/o1y5ckbWrFmNPn36WM/E3Llzx1o39i9Ss2fPNkqXLm1ERkamS58zqv+Olaenp/Hhhx8aN27cMA4cOGD4+voaOXPmNDZs2GBd5/bt20bFihWN9evXp2PPgYfiew/36dPHOH78uGEYhrFo0SKjRo0aNmcoLl++bJQrV85Yu3atYRgZ8y/j/z1uHh4eRu/evY3Q0FDj8OHDxpAhQ4y3337bmD17tnWdfv36Gc2aNUvHXj9fNm3aZOTNm9fYsWOHce7cOWPTpk1GoUKFjOrVqxvLly83zp49axQtWtSoUKGCsXLlSuPevXuGYRhGp06djA4dOhjR0dEZ8r2b2hIah9q1axuLFi2y1oudYMswHk4CkzlzZmPSpEn84SKVJHUczpw5Y+TIkcN69r9fv36Gi4uLcfDgwfTqerojrCFZjh8/brzwwgvGxo0brb/Yxo4da3h5eRnt27ePd2ae6Ohoo0ePHkbr1q2Nu3fv8p/PU5LQWGXLls144403jH///dfYvXu3Ubx4caN+/frGlClTjG3bthndu3c3vL29M+xfsGAeCb2Hs2fPbrRv3974888/jaCgIMPd3d147733jJ07dxrnz583PvzwQyNfvnzGpUuX0nkP0kdCxy1r1qzGG2+8Ee/PdnR0tNGtWzejd+/eRlRUFL+nU8GCBQuMF154wSYEnDx50mjcuLFRrVo145dffjFu375tVK9e3XjxxRcNX19fo1GjRoarq6sRFBSUjj1/viQ0Dk2aNDFq1KhhfPvtt9blj/5BedCgQcx+nIoSG4clS5YYhvEwNFeoUMGYMmWK0adPH8PFxSXDzuAbi7CGZDl69KiRNWvWONd8v/HGG4abm5sREBBgc9nA1q1bjTfffNPImjWrcezYsafd3QztcWOVJUsW48MPPzQMwzB2795tvP/++4a3t7dRokQJo1SpUsbvv/+eDj0GbD3uPezq6mr06dPHMIyHl1/7+PgY2bJlM1544QWjYMGCGfo9nNhxCwgIsLkk/cyZM8Y777xjeHp6Ws9Y4smtX7/eKFy4sHH48GHDMAzrI2rOnDljNGrUyKhXr55x9epVIyIiwvj111+N4cOHGxMmTMgw05E/LYmNQ6NGjWw+n/AoobSR1HGIiooy3njjDcNisRgeHh4ZPqgZBlP3I5kcHR2VPXt2Xbp0yfpgazs7O5UqVUp///23Vq9erUaNGqlJkya6evWqfvvtN924cUNbtmyxzvaDpyOxsVq1apX8/Pz08ssvq2LFivr00091//59Zc6cWZ6enunbeUCJv4dXrlyphg0byt/fX6VKldKVK1dkZ2enF154Qblz507n3qefpP6ezp07t0JDQ3X8+HGdPXtWmzdvtk6hjZQ5cOCAIiMjZW9vr2rVqikiIkLz58/XF198IXt7e8XExKhIkSKaMmWKGjRooAkTJmjixIlq0aKFWrRokd7df24kdxwWL16ssWPHShKPEkpFyR2HBQsWaMKECZo7d66uX7+uiRMnqly5cum9G+kvvdMizO/QoUM296F16NDByJEjh7FixQrj/PnzxtmzZ42cOXMamzZtMj744AOjXLly1r+YhISExHlQLdJOcseqbNmy/BURppLc93CZMmW4F9Z4st/TYWFhRkhISHp1/bkxZMgQo3Dhwoa3t7fh4uJizJo1ywgMDDQsFosxdepUa73Y475kyRIjf/78xuXLl/k9nIqeZBy4/Df1pHQcLly4kF5dNi3CGhIUHR1tnDt3zsiXL58xbdo0m//MX331VcPNzc3Ily+fkTlzZqNz586GYRjGrl27jFKlSjGD0lP2JGN17dq19Oo2YMV7OGU4bubw+eefG15eXsa6deuMnTt3GrNmzTIsFouxcOFCY8qUKYbFYjGmTZtmM1nFmjVrjIoVK/IHzVTEOJgD45C6uAwSCbKzs1NwcLD++ecfffjhhwoLC1OvXr2UOXNm/fTTT/r1118VGRkpZ2dnNW/eXJL077//KiYmhssInrInGSs7O7t07j3AezilOG7mcOLECY0ePVqNGzeWJJUqVUrr1q3Ttm3bNHPmTIWGhqpXr146c+aMXn31Vb3wwgvasmWL7OzsFB0dnc69f34wDubAOKQuwhoSFBkZqa+//lpdunRRpUqV9MEHH8hisahHjx7KkiWLWrZsGaf+pk2blCdPHmXKlCmdep0xMVZ41vEeThmOW/oLDw/XxYsX9eqrr1qXeXh4KG/evNqzZ48cHBz08ccfq2jRoho4cKCWLl2qLFmy6N69e1qzZo08PDzSsffPD8bBHBiH1EdYQ6KKFSum9957T2FhYerfv78kqXfv3nJxcbHWOX78uGbMmKGFCxdq9+7dypIlS3p1N0NjrPCs4z2cMhy39OPi4qJvv/1W2bNnl/QwEDs6OsrV1VW5c+e2TqTg7++vGjVq6NKlS7p//76KFi2qfPnypXPvnx+MgzkwDqmPsIYEOTo6auDAgcqVK5ckqV+/frJYLProo48kSR9++KGcnZ0lSQ8ePJCnp6f27dunUqVKpVufMyrGCs863sMpw3Ezh9gPppKsl5eePHlSefPmtVkWGBioYsWKqV69ek+/kxkA42AOjEPqIqzhsWI/AMTe39C3b19Jsn4QiP3Lbfny5VWyZEk5OTmlW18zOsYKzzrewynDcTOX2Hu2Q0JCVL58eevyvn37avLkyTp9+nR6dS1DYRzMgXF4coQ1JMmjN6LHfhAYMmSI7t+/r4EDB8rFxYUPACbBWOFZx3s4ZThu5hIdHa2sWbNKenjG88svv9SBAwdUpEiRdO5ZxsI4mAPjkHIWwzCM9O4Enk2jR4+2/lXEy8srvbuDx2Cs8KzjPZwyHLenz3j4WCQ1adJEOXPmVN68efXFF19o165dqlChQnp3L8NgHMyBcXhyhDU8kdu3bytbtmzp3Q0kAWOFZx3v4ZThuKWPTZs2yc/PT5J08OBBPpimE8bBHBiHlCOsAQAApDLDMLR48WJVqVJFxYsXT+/uZFiMgzkwDilHWAMAAEgDhmHIYrGkdzcyPMbBHBiHlCGsAQAAAIAJ2SVeBQAAAADwtBHWAAAAAMCECGsAAAAAYEKENQAAAAAwIcIaAAAAAJgQYQ0AAAAATIiwBgDAIy5fvqzPP/88zvIZM2bozz//THT9N998Uz/++GOi9a5cuaJPP/1U0dHRyerfH3/8obFjx1pf3717V5L0ww8/aMuWLclqCwBgboQ1AAAe4e7urgULFmj9+vXWZdu2bdMnn3wiJyenVNvO2LFjtXnzZtnb2ydrvcWLF+vs2bOSpJiYGFWoUEF79uxRRESEhg4dmmr9AwCkPx6KDQDI8IKCglSrVi3ra8MwFBISIg8PD0lScHCw9ftYY8aM0YgRI2yWhYSE6P79+5KkrFmzxgl3gYGBKlmypP755x8VKVJEkZGRNuXR0dFxwlupUqV0+PBha3mhQoX0yy+/qFy5cvr22281duxYBQUF6cGDB3rhhRc0YsQIvfnmmyk/GAAA0yCsAQAgKTw8XBMnTtSgQYMUGhqqAgUK6M6dO5IkV1dX3bx5U3fv3tWkSZM0YsQIOTg4WNeNjIzU9OnT9euvv8rJyUmFCxfWrl279MEHH+itt95S5syZrXWjoqLUsGFDFStWTHPmzLFZ7ujoqBs3bih79uzx9vHHH3/UlClTtHPnTgUHB+vFF1/U/Pnz1bhxY0nShg0b5O/vr23btqlMmTJpcJQAAE8Tl0ECAPB/NmzYoHfeeSfespiYGL355ps6d+6cNajdvn1bU6ZMUfHixbV//36tWbNGPj4+8vPz048//qiZM2cqd+7cat++vRYvXqwrV65o0KBBCg4O1tSpU5PVt5iYGI0aNUo1a9aUYRjq1KmT6tevbw1qkuTn56e+ffuqYcOG2rlzZ8oPBADAFDizBgDA/7l165aWLl2q9u3bxzmzdvnyZY0bN05Dhw6Vi4uLevXqpdmzZytfvnyaPn26mjZtGqe96OhozZ07V8OGDdONGzf07bffytPTU8WKFdP//vc/HT161Kb+3bt3lSVLFptlnTp10vTp0zV//nx17dpVAwYM0N27d7Vt2zbt3r1brq6ucbY7cuRITZgwQWfPnlXOnDlT7wABAJ4qwhoAIMPr2bOnvvvuu2St4+vrq379+umzzz7ThQsXEpwoJCIiQp07d1a1atX02muvKVOmTJKkcuXKacqUKapbt66kx18GefPmTb344ouqXbu2ihQpooYNG2r16tWaO3duvNv89ddfVbRoUfn4+CRrnwAA5uKQeBUAAJ5v06ZN07Rp01K07vjx47Vx40ZVrVo13vLRo0frzp07euutt1LcvyxZsiggIEDh4eEKDw9Xw4YN1bBhQ02ePFlZs2bViRMnlDt3bkkPQ6CTkxNBDQCeA9yzBgDA/2nYsKFcXV3l6ekZ71eWLFnUvHnzOOs1adJE2bNnj/drzJgxT9yvTJkyaeDAgXGWR0REKCQkRDly5LAuu3//vs2EJgCAZxdhDQCAR3z//fe6c+dOvF8LFy6Md51169bp5s2b8X4NGjTIpq6Dg4McHBx05MgRNWjQwPraxcVFkpQrVy7rstivhCYjCQoKUuHChW1mprx//771UksAwLONyyABAHhEp06drMHpv+7fv69q1arFWd6oUaPH3rPWvXt36+uoqKh468Xes3b16tUEp+7/r6VLl8rPz89mWVhYGGENAJ4ThDUAAB6xYMGCeC91lB4+52zBggU2y9zc3LRlyxZVqlQp3nUmTZqk4ODg1O6mzpw5o7lz52rv3r3WZTExMQoNDZWbm1uqbw8A8PQR1gAAeES7du1sLit8VGRkpOrVqydJatCggbZt2yZJCU4u8qhPP/1U48ePV0BAwBP38fr162rZsqUGDx6sQoUK6eLFi/Ly8tL69euVLVs2eXl5PfE2AADpj7AGAMAjvv/++ySdWQsMDHyKvbI1c+ZMNWvWTP3791dISIgKFSqkqKgoeXt7a/r06enWLwBA6uI5awAAPAeio6MTvG8OAPBsIqwBAAAAgAkxdT8AAAAAmBBhDQAAAABMiLAGAAAAACZEWAMAAAAAEyKsAQAAAIAJEdYAAAAAwIQIawAAAABgQoQ1AAAAADAhwhoAAAAAmND/A+DvP9xfJjGzAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "2bf56380-9652-45bd-a0cf-88a0a2c7c72b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-27T04:30:31.797643Z",
     "start_time": "2024-04-27T04:30:31.723890Z"
    }
   },
   "source": [
    "# 分析表格sheet3中的数据并可视化为折线图\n",
    "df = pd.read_excel('全国人口普查数据.xlsx', header=0, sheet_name='Sheet3')\n",
    "# 读取表格中sheet3的数据\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
    "years = df.iloc[0, 1:8].tolist()\n",
    "growth_rates = df.iloc[1, 1:8].tolist()\n",
    "plt.figure(figsize=(10, 6))  # 设置图形大小#\n",
    "plt.plot(years, growth_rates, color='b', marker='o')  # 绘制折线图，并使用圆圈作为数据点标记\n",
    "plt.title('年均增长率折线图', fontsize=18)\n",
    "plt.xlabel('普查年份', fontsize=10)\n",
    "plt.ylabel('年均增长率（%）', fontsize=10)\n",
    "plt.ylim([0,5])\n",
    "plt.yticks([ ])\n",
    "for x, y in zip(years[1:], growth_rates[1:]):\n",
    "    if y < 4:\n",
    "        # 只标注在y轴范围内的数据点\n",
    "        plt.annotate(f'{y:.2f}', (x, y), textcoords=\"offset points\", xytext=(0, 10), ha='center')\n",
    "# 由于第一个年均增长率缺失，选择不显示它\n",
    "# 通过在绘制时排除第一个点\n",
    "plt.gca().lines[0].set_xdata(years[1:])\n",
    "plt.gca().lines[0].set_ydata(growth_rates[1:])\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "id": "7e4a27cc-9293-45f1-9412-6d25cc6d0868",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-04-27T04:30:33.999269Z",
     "start_time": "2024-04-27T04:30:33.842047Z"
    }
   },
   "source": [
    "# 分析表格sheet4中的数据并可视化为折线加柱状图\n",
    "df = pd.read_excel('全国人口普查数据.xlsx', header=0, sheet_name='Sheet4')\n",
    "# 读取表格中sheet4的数据\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']\n",
    "date = df.iloc[0, 1:8].tolist()\n",
    "date = list(map(int, date[:]))\n",
    "# 将列表中获得的数据转换为整数\n",
    "man = df.iloc[1, 1:8].tolist()\n",
    "woman = df.iloc[2, 1:8].tolist()\n",
    "rate = df.iloc[3, 1:8].tolist()\n",
    "x = np.arange(len(date))\n",
    "plt.bar(date, man, 3, label='男', color='Coral', alpha=0.8)\n",
    "plt.bar(date, woman, 6, label='女', color='LemonChiffon', alpha=0.8)\n",
    "# 在左侧显示图例\n",
    "plt.legend(loc=\"upper left\")\n",
    "plt.xticks(date)\n",
    "# 设置标题\n",
    "plt.title(\"历次普查人口性别构成\", fontsize=18)\n",
    "# 为两条坐标轴设置名称\n",
    "plt.xlabel(\"普查年份\", fontsize=10)\n",
    "plt.ylabel(\"人口总数（万人）\", fontsize=10)\n",
    "# 画折线图\n",
    "ax2 = plt.twinx()\n",
    "ax2.set_ylabel(\"性别比（%）\")\n",
    "# 设置坐标轴范围\n",
    "ax2.set_ylim([105, 110])\n",
    "plt.plot(date, rate, \"r\", marker='.', ms=5, linewidth='1', label=\"性别比（%）\")\n",
    "# 显示数字\n",
    "for a, b in zip(date, rate):\n",
    "    plt.text(a, b, b, ha='center', va='bottom', fontsize=8)\n",
    "# 在右侧显示图例\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8626d991-a513-4015-b869-987f0c5862ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "已正确输出所有图示\n"
     ]
    }
   ],
   "source": [
    "print(\"已正确输出所有图示\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b195e9f3-d28c-4334-afae-5f2929c98bcb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
